Warden Avenue Road Widening between 16th Avenue and Major Mackenzie Drive in the City of Markham - A York Region Reconstruction Project in an Environmentally Sensitive Area
Bibliographic record
Abstract
Warden Avenue is a major north-south arterial roadway under the jurisdiction of The Regional Municipality of York (York Region). It is located in the City of Markham and lies within the Rouge River watershed, under the management of the Ministry of Natural Resources (MNR) and Toronto and Region Conservation Authority (TRCA). In 2013 and 2014, Warden Avenue was transformed under a unique road improvements project that comprised of widening and reconstructing a two kilometre section of Warden Avenue between 16th Avenue and Major Mackenzie Drive. This project was particularly challenging as there were three significant and sensitive watercourse crossings to consider: Carlton Creek, Berczy Creek South and Berczy Creek North, as well as the required Berczy Creek Outlet Stabilization works performed at the southwest corner of the Major Mackenzie Drive and Warden Avenue intersection. This project was nominated for the TAC 2015 Environmental Achievement Award.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.025 | 0.002 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".